CivilInstruct

Rethinking Scientific Modeling: Toward Physically Consistent and Simulation-Executable Programmatic Generation

Announce Type: replace Abstract: Structural modeling is a fundamental component of computational engineering science, in which even minor physical inconsistencies or specification violations may invalidate downstream simulations. The potential of large language models (LLMs) for automatic generation of modeling code has been demonstrated. However, non-executable or physically inconsistent outputs remain prevalent under stringent engineering constraints.